| Classification Title: | Data Scientist III - Acute Care Surgery |
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| Job Description: | The Department of Surgery division of Acute Care Surgery is seeking qualified applicants for an open Data Scientist III position. This position will develop and implement machine and deep learning models as part of a multidisciplinary team performing research to augment patient centered decision making in surgery. Python and SQL experience is required. Duties include but are not limited to: - Developing and validating supervised machine and deep learning models including Transformers for predicting patient outcomes from multimodal data inputs
- Implementing unsupervised machine and deep learning techniques for exploratory analysis clustering and phenotyping
- Developing self-supervised machine and deep learning techniques from patient data
- Developing and maintaining federated learning platforms
- Evaluating models and optimizing hyperparameters
- Integrating filtering and extracting multivariate and multimodal clinical datasets for patient cohorts of interest from local databases and data warehouses in collaboration with a Data Management Analyst
- Ensuring quality consistency and validity of large multimodal datasets
- Summarizing and visualizing results for inclusion in scientific publications
- Communicating findings to project leaders and team
- Maintaining records of research methods and results and assisting in preparation of presentations and/or writing manuscripts
|
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| Expected Salary: | $92000-$100000/annually - Commensurate with education & experience |
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| Minimum Requirements: | A doctorate in a related field with one year of relevant experience in data science statistics bioinformatics analytics or similar field. A Masters degree with three years of relevant experience; or a bachelors degree and five years of relevant experience. |
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| Preferred Qualifications: | - A degree in computer science statistics biomedical engineering or related field and minimum years of relevant experience required to meet minimum qualifications
- Expertise in Python and SQL
- Willing and able to learn to develop Transformer models under the guidance of senior data scientists
- Scientific communication skills
- Ability to work both independently and in a team
- Desire to make meaningful contributions to academic and scientific communities
- Proficiency in PyTorch or TensorFlow
- Experience with electronic health record datasets and harmonizing multimodal data
- Experience with natural language processing
- Experience with computer vision
- Experience with federated learning
- Desire to improve surgical care by augmenting patient centered decision making
|
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| Special Instructions to Applicants: | In order to be considered you must upload your cover letter resume and a list of at least 3 professional references with contact information. This is a time limited position. Application must be submitted by 11:55 p.m. (ET) of the posting end date. |
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| Health Assessment Required: | No |
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Required Experience:
IC
Classification Title:Data Scientist III - Acute Care SurgeryJob Description:The Department of Surgery division of Acute Care Surgery is seeking qualified applicants for an open Data Scientist III position. This position will develop and implement machine and deep learning models as part of a multidi...
| Classification Title: | Data Scientist III - Acute Care Surgery |
|---|
| Job Description: | The Department of Surgery division of Acute Care Surgery is seeking qualified applicants for an open Data Scientist III position. This position will develop and implement machine and deep learning models as part of a multidisciplinary team performing research to augment patient centered decision making in surgery. Python and SQL experience is required. Duties include but are not limited to: - Developing and validating supervised machine and deep learning models including Transformers for predicting patient outcomes from multimodal data inputs
- Implementing unsupervised machine and deep learning techniques for exploratory analysis clustering and phenotyping
- Developing self-supervised machine and deep learning techniques from patient data
- Developing and maintaining federated learning platforms
- Evaluating models and optimizing hyperparameters
- Integrating filtering and extracting multivariate and multimodal clinical datasets for patient cohorts of interest from local databases and data warehouses in collaboration with a Data Management Analyst
- Ensuring quality consistency and validity of large multimodal datasets
- Summarizing and visualizing results for inclusion in scientific publications
- Communicating findings to project leaders and team
- Maintaining records of research methods and results and assisting in preparation of presentations and/or writing manuscripts
|
|---|
| Expected Salary: | $92000-$100000/annually - Commensurate with education & experience |
|---|
| Minimum Requirements: | A doctorate in a related field with one year of relevant experience in data science statistics bioinformatics analytics or similar field. A Masters degree with three years of relevant experience; or a bachelors degree and five years of relevant experience. |
|---|
| Preferred Qualifications: | - A degree in computer science statistics biomedical engineering or related field and minimum years of relevant experience required to meet minimum qualifications
- Expertise in Python and SQL
- Willing and able to learn to develop Transformer models under the guidance of senior data scientists
- Scientific communication skills
- Ability to work both independently and in a team
- Desire to make meaningful contributions to academic and scientific communities
- Proficiency in PyTorch or TensorFlow
- Experience with electronic health record datasets and harmonizing multimodal data
- Experience with natural language processing
- Experience with computer vision
- Experience with federated learning
- Desire to improve surgical care by augmenting patient centered decision making
|
|---|
| Special Instructions to Applicants: | In order to be considered you must upload your cover letter resume and a list of at least 3 professional references with contact information. This is a time limited position. Application must be submitted by 11:55 p.m. (ET) of the posting end date. |
|---|
| Health Assessment Required: | No |
|---|
Required Experience:
IC
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